{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import matplotlib\n",
    "matplotlib.rcParams['font.sans-serif'] = ['SimHei']\n",
    "matplotlib.rcParams['font.family'] = 'sans-serif'\n",
    "matplotlib.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.加载数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def loadDataSet(filename):\n",
    "    '''加载数据'''\n",
    "    X = []\n",
    "    Y = []\n",
    "    with open(filename, 'rb') as f:\n",
    "        for idx, line in enumerate(f):\n",
    "            line = line.decode('utf-8').strip()\n",
    "            if not line:\n",
    "                continue\n",
    "                \n",
    "            eles = line.split()\n",
    "            if idx == 0:\n",
    "                numFea = len(eles)\n",
    "            eles = list(map(float, eles))\n",
    "            \n",
    "            X.append(eles[:-1])\n",
    "            Y.append([eles[-1]])\n",
    "    return np.array(X), np.array(Y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.标准化数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def standarize(X):\n",
    "    '''\n",
    "    特征标准化处理：\n",
    "    Args:\n",
    "       X 样本集\n",
    "    Returns:\n",
    "      标准后的样本集\n",
    "    '''\n",
    "    m, n = X.shape\n",
    "    values = {}  # 保存每一列的mean和std，便于对预测数据进行标准化\n",
    "    for j in range(n):\n",
    "        features = X[:,j]\n",
    "        meanVal = features.mean(axis=0)\n",
    "        stdVal = features.std(axis=0)\n",
    "        values[j] = [meanVal, stdVal]\n",
    "        if stdVal != 0:\n",
    "            X[:,j] = (features - meanVal) / stdVal\n",
    "        else:\n",
    "            X[:,j] = 0\n",
    "    return X, values\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.定义假设函数：\n",
    "$$ h_\\theta (X) = X \\theta $$\n",
    "$ X : m*n $ <br/>\n",
    "$ \\theta : n*1 $ <br/>\n",
    "$ h_\\theta(X)=Y : m * 1 $"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def h(theta, X):\n",
    "    '''定义函数模型'''\n",
    "    return np.dot(X, theta)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. 定义损失函数： $$ J(\\theta_0,\\theta_1,\\theta_2,...,\\theta_n) = \\frac{1}{2m} \\sum_{i=1}^{m} (h_\\theta(x^{(i)})-y^{(i)})^2 $$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def J(theta, X, Y):\n",
    "    '''定义损失函数'''\n",
    "    m = len(X)\n",
    "    return np.sum(np.dot((h(theta, X) - Y).T, (h(theta, X) - Y)) / (2 * m))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. 定义梯度函数\n",
    "梯度下降公式： $$ \\theta_j := \\theta_j - \\alpha \\frac{1}{m} \\sum_{i=1}^{m}(h_\\theta(x^{(i)}) - y^{(i)}) \\cdot x_j^{(i)} $$\n",
    "$ x_j^{(i)} : m*1 $ 即所有样本的第j列<br/>\n",
    "$ h_\\theta(x^{(i)}) - y^{(i)} : m * 1 $"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def bgd(alpha, X, Y, maxloop, epsilon):\n",
    "    '''定义梯度下降函数'''\n",
    "    m, n = X.shape\n",
    "    theta = np.zeros((n,1))  #初始化参数为0\n",
    "    \n",
    "    count = 0 # 记录迭代次数\n",
    "    converged = False # 是否已收敛的标志\n",
    "    cost = np.inf # 初始化代价值为无穷大\n",
    "    costs = [J(theta, X, Y),] # 记录每一次的代价值\n",
    "    \n",
    "    thetas = {}  # 记录每一次参数的更新\n",
    "    for i in range(n):\n",
    "        thetas[i] = [theta[i,0],]\n",
    "        \n",
    "    while count <= maxloop:\n",
    "        if converged:\n",
    "            break\n",
    "        count += 1\n",
    "        \n",
    "        # n个参数计算，并存入thetas中（单独计算）\n",
    "        #for j in range(n):\n",
    "        #    deriv = np.sum(np.dot(X[:,j].T, (h(theta, X) - Y))) / m\n",
    "        #    thetas[j].append(theta[j,0] - alpha*deriv)\n",
    "        # n个参数在当前theta中更新  \n",
    "        #for j in range(n):\n",
    "        #    theta[j,0] = thetas[j][-1]\n",
    "        \n",
    "        #n个参数同时计算更新值\n",
    "        theta = theta - alpha * 1.0 / m * np.dot(X.T, (h(theta, X) - Y))\n",
    "        #添加到thetas中\n",
    "        for j in range(n):\n",
    "            thetas[j].append(theta[j,0])\n",
    "            \n",
    "        # 记录当前参数的函数代价，并存入costs\n",
    "        cost = J(theta, X, Y)\n",
    "        costs.append(cost)\n",
    "            \n",
    "        if abs(costs[-1] - costs[-2]) < epsilon:\n",
    "            converged = True\n",
    "    \n",
    "    return theta, thetas, costs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 测试一下\n",
    "1.加载数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(47, 2) (47, 1)\n"
     ]
    }
   ],
   "source": [
    "originX, Y = loadDataSet('./data/houses.txt')\n",
    "print(originX.shape, Y.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2.数据预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(47, 3) (47, 1)\n",
      "[[ 1.         -0.50331285 -0.52262577]\n",
      " [ 1.         -0.41377247  0.59389292]\n",
      " [ 1.         -0.62288038 -0.52262577]] {0: [81.07574468085106, 36.96655980199384], 1: [2.4680851063829787, 0.895641071482944]}\n"
     ]
    }
   ],
   "source": [
    "# 对特征X增加x0列\n",
    "m,n = originX.shape\n",
    "X, values = standarize(originX.copy())\n",
    "X = np.concatenate((np.ones((m,1)), X), axis=1)\n",
    "print(X.shape, Y.shape)\n",
    "print(X[:3],values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3.模型学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(47, 3)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alpha = 1 # 学习率\n",
    "maxloop = 5000 # 最大迭代次数\n",
    "epsilon = 0.000001\n",
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "resault = bgd(alpha, X, Y, maxloop, epsilon)\n",
    "theta , thetas, costs = resault\n",
    "# print(theta, thetas, costs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4.预测价格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "70㎡两居估价: ￥235.9863万元\n"
     ]
    }
   ],
   "source": [
    "normalizedSize = (70-values[0][0])/values[0][1]\n",
    "normalizedBr = (2-values[1][0])/values[1][1]\n",
    "predicateX = np.matrix([[1, normalizedSize, normalizedBr]])\n",
    "price = h(theta, predicateX)\n",
    "print('70㎡两居估价: ￥%.4f万元'%price)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "5.绘制拟合平面"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using matplotlib backend: Qt5Agg\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'估价')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x237f4a2bda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib\n",
    "from mpl_toolkits.mplot3d import axes3d\n",
    "from matplotlib import cm\n",
    "import matplotlib.ticker as mtick\n",
    "\n",
    "# 打印拟合平面\n",
    "fittingFig = plt.figure(figsize=(16, 12))\n",
    "title = 'bgd: rate=%.3f, maxloop=%d, epsilon=%.3f \\n'%(alpha,maxloop,epsilon)\n",
    "ax=fittingFig.gca(projection='3d')\n",
    "\n",
    "xx = np.linspace(0,200,25)\n",
    "yy = np.linspace(0,5,25)\n",
    "zz = np.zeros((25,25))\n",
    "for i in range(25):\n",
    "    for j in range(25):\n",
    "        normalizedSize = (xx[i]-values[0][0])/values[0][1]\n",
    "        normalizedBr = (yy[j]-values[1][0])/values[1][1]\n",
    "        x = np.matrix([[1,normalizedSize, normalizedBr]])\n",
    "        zz[i,j] = h(theta, x)\n",
    "xx, yy = np.meshgrid(xx,yy)\n",
    "ax.zaxis.set_major_formatter(mtick.FormatStrFormatter('%.2e'))\n",
    "ax.plot_surface(xx, yy, zz, rstride=1, cstride=1, cmap=cm.rainbow, alpha=0.1, antialiased=True)\n",
    "\n",
    "xs = originX[:, 0].flatten()\n",
    "ys = originX[:, 1].flatten()\n",
    "zs = Y[:, 0].flatten()\n",
    "ax.scatter(xs, ys, zs, c='b', marker='o')\n",
    "\n",
    "ax.set_xlabel(u'面积')\n",
    "ax.set_ylabel(u'卧室数')\n",
    "ax.set_zlabel(u'估价')\n",
    "\n",
    "#plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'代价函数')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x237f5718a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "errorsFig = plt.figure()\n",
    "ax = errorsFig.add_subplot(111)\n",
    "ax.yaxis.set_major_formatter(mtick.FormatStrFormatter('%.2e'))\n",
    "\n",
    "ax.plot(range(len(costs)), costs)\n",
    "ax.set_xlabel(u'迭代次数')\n",
    "ax.set_ylabel(u'代价函数')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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